AI Failure Diagnosis / AI-Native Foundations Repair

AI Failure Diagnosis / AI-Native Foundations Repair

Our Services

Assessment-First Methodology: Diagnose Before You Cure

Most consultants start by selling you solutions.
We start by understanding exactly what went wrong.
No assumptions.
No guessing.
Complete confidentiality.

Why Every AI Recovery Starts With Confidential Diagnosis

You can’t fix what you don’t understand.

Previous consultants made assumptions about your architecture, your team, your constraints. That’s why they failed—and why you’re in this situation.

Our confidential assessment reveals the real problems vs. symptoms:

  • Root Cause Analysis: Why did your specific AI initiative fail?

  • Architecture Reality Check: What’s the actual state of your systems?

  • Team Capability Assessment: What can your people realistically handle?

  • Vendor Accountability: Who sold you what, and why it didn’t work?

Clear diagnosis protects you from making the same expensive mistakes — and protects your reputation during recovery.

AI Failure Architecture Assessment (2-3 Weeks)

Investment: $15,000 - $25,000 (based on company size and complexity).

What’s Included

  • Confidential Stakeholder Interviews: You, engineering leads, key team members (private, no notes shared).

  • Technical Architecture Review: Current systems, integrations, data flows.

  • AI Implementation Failure Analysis: What was attempted, why it failed.

  • Vendor Relationship Audit: Contracts, promises vs. delivery.

  • Team Capability Assessment: Skills, capacity, change tolerance.

What You Get

  • Private Written Diagnosis: Exactly why your AI failed (technical + organizational + political).

  • Root Cause Analysis: The real problems, not just symptoms.

  • Risk Assessment: What happens if you try AI again without fixes.

  • Detailed Roadmap: Step-by-step plan for foundation repair.

  • Executive Presentation: Board-ready explanation of what happened and next steps (if desired).

Confidentiality Promise: Everything stays private. No public exposure of your AI challenges.

Timeline

  • Week 1: Confidential interviews and technical review.

  • Week 2: Analysis and roadmap development.

  • Week 3: Private report delivery and presentation.

Architecture Foundation Repair (8-12 weeks)

Available after assessment completion.
Investment: $50,000 - $150,000 (based on scope and timeline).

What’s Included

  • Domain Boundary Cleanup: Identify and separate business contexts.

  • Systematic Interface Standardization: Clean connections between systems.

  • Model Context Protocol Implementation: AI-ready architecture patterns.

  • Team-Friendly Incremental Training: Skills building without overwhelming people.

  • Regular Private Progress Reports: Executive updates with no public exposure.

What You Get

  • Clean, Documented Architecture: Maintainable system boundaries.

  • AI-Ready Technical Foundation: Platform that supports intelligent capabilities.

  • Confident Team: People who understand new patterns without trauma.

  • Reduced Technical Debt: Simplified integrations and cleaner code.

  • Sustainable Platform: Architecture that evolves without breaking.

Reputation Benefit: You become the executive who systematically solved the AI challenge.

AI Implementation That Actually Works (Ongoing)

Available after foundation repair.
Investment: Project-based pricing.

What’s Included

  • AI Capability Planning: Business-context-aware intelligent features (AI-Native).

  • Model Context Protocol Integration: AI that understands your domain.

  • Performance Monitoring: Real business value measurement.

  • Team Knowledge Transfer: Your people own and extend the capabilities.

  • Continuous Optimization: Ongoing improvement and expansion.

What You Get

  • AI That Works: No hallucinations, no integration failures, native resilience.

  • Measurable Business Value: Clear ROI from intelligent capabilities.

  • Team Ownership: Your people can maintain and improve the system.

  • Sustainable Competitive Advantage: Differentiation through AI that actually works.

  • Future-Proof Architecture: Ready for next-generation AI advances.

Why This Sequence Works

Each Step Builds on the Last

  • Assessment identifies the real problems (not symptoms).

  • Foundation Repair addresses root causes (not quick patches).

  • AI Implementation builds on solid architecture (sustainable results).

Risk Mitigation at Every Stage

  • Start Small: Prove competence and build trust with confidential assessment.

  • Clear Deliverables: Know exactly what you’re getting at each phase.

  • Stop Anytime: Each phase provides value even if budget requires delay.

  • No Vendor Lock-in: You own the architecture and knowledge.

Executive Protection Throughout

  • Confidential Process: Your challenges stay private during recovery.

  • Incremental Progress: Small wins build confidence without overwhelming teams.

  • Reputation Enhancement: You become the leader who brought in the right expert.

  • Sustainable Success: Results that enhance your leadership credibility.

Success Stories

What Success Looks Like

  • Executives who complete our process become known for successful technology leadership.

  • Teams gain confidence in AI initiatives instead of dreading them.

  • Boards see measurable ROI from AI investments.

  • Companies become AI-native without sacrificing operational stability.

"The executives who worked with us became known for turning AI disasters into competitive advantages."

Ready to Start Your Recovery?

The path to AI that actually works begins with understanding exactly what went wrong — privately and without judgment.

Next steps:

  1. Schedule 30-minute confidential call (free, no sales pressure).

  2. Review private assessment proposal and timeline.

  3. Sign confidentiality agreement and begin within one week.

  4. Get answers about why your AI failed and how to fix it.

Questions about our confidential approach? Ready to understand what went wrong privately?